Title :
G-HITS: A Link Analysis Algorithm Based on Gravitation Model
Author :
Zhang, Xianchao ; Liu, Xinyue ; Zhang, Liguo ; Yu, Hong
Author_Institution :
Dalian Univ. of Technol., Dalian
Abstract :
Link Analysis plays an important role in Web Information Retrieval. Most of the existing link analysis algorithms use link as the main factor to determine the importance of a Web page, which can not reflect complicated relationships among Web pages. In this paper, we propose G-HITS (Gravitation-Based HITS), which condenses useful information associate to a Web as its "mass ", and reflects relationship between two Web pages as "attractive force" inspired by Newton\´s theory of gravitation, thus giving a physical interpretation for link analysis. Experimental results show that G-HITS is more reasonable to interpret link analysis problems and it can identify higher quality authorities on given topics.
Keywords :
Web sites; gravitation; information retrieval; G-HITS link analysis algorithm; Newton gravitation theory; Web information retrieval; Web page; gravitation model -based HITS; Algorithm design and analysis; Data privacy; Information analysis; Information retrieval; Physics; Software algorithms; Stability; Web pages; World Wide Web;
Conference_Titel :
Data, Privacy, and E-Commerce, 2007. ISDPE 2007. The First International Symposium on
Conference_Location :
Chengdu
Print_ISBN :
978-0-7695-3016-1
DOI :
10.1109/ISDPE.2007.87